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Stochastic co-teaching for training neural networks with unknown levels of label noise

Label noise hampers supervised training of neural networks. However, data without label noise is often infeasible to attain, especially for medical tasks. Attaining high-quality medical labels would require a pool of experts and their consensus reading, which would be extremely costly. Several metho...

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Detalles Bibliográficos
Autores principales: de Vos, Bob D., Jansen, Gino E., Išgum, Ivana
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10558560/
https://www.ncbi.nlm.nih.gov/pubmed/37803027
http://dx.doi.org/10.1038/s41598-023-43864-7